153 citations · 340 across the 17 of their papers we have counts for
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cs.CV2022★ 21 cited
Task-Free Continual Learning via Online Discrepancy Distance Learning
Fei Ye, Adrian G. Bors
Learning from non-stationary data streams, also called Task-Free Continual Learning (TFCL) remains challenging due to the absence of explicit task information. Although recently so…
cs.LG2022★ 6 cited
Continual Variational Autoencoder Learning via Online Cooperative Memorization
Fei Ye, Adrian G. Bors
Due to their inference, data representation and reconstruction properties, Variational Autoencoders (VAE) have been successfully used in continual learning classification tasks. Ho…
cs.LG2022★ 4 cited
Learning an evolved mixture model for task-free continual learning
Fei Ye, Adrian G. Bors
Recently, continual learning (CL) has gained significant interest because it enables deep learning models to acquire new knowledge without forgetting previously learnt information.…